Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	188
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	17.8 KiB
Average record size in memory	96.7 B

Variable types

Categorical	1
Numeric	11

Alerts

`Date` has a high cardinality: 188 distinct values	High cardinality
`Confirmed` is highly overall correlated with `Deaths` and 7 other fields	High correlation
`Deaths` is highly overall correlated with `Confirmed` and 7 other fields	High correlation
`Recovered` is highly overall correlated with `Confirmed` and 7 other fields	High correlation
`Active` is highly overall correlated with `Confirmed` and 7 other fields	High correlation
`New cases` is highly overall correlated with `Confirmed` and 7 other fields	High correlation
`New deaths` is highly overall correlated with `Confirmed` and 7 other fields	High correlation
`New recovered` is highly overall correlated with `Confirmed` and 7 other fields	High correlation
`Deaths / 100 Cases` is highly overall correlated with `New deaths` and 1 other fields	High correlation
`Recovered / 100 Cases` is highly overall correlated with `Confirmed` and 7 other fields	High correlation
`Deaths / 100 Recovered` is highly overall correlated with `Recovered / 100 Cases`	High correlation
`No. of countries` is highly overall correlated with `Confirmed` and 8 other fields	High correlation
`Date` is uniformly distributed	Uniform
`Date` has unique values	Unique
`Confirmed` has unique values	Unique
`Deaths` has unique values	Unique
`Recovered` has unique values	Unique
`Active` has unique values	Unique
`New cases` has unique values	Unique
`New recovered` has unique values	Unique

Reproduction

Analysis started	2023-07-08 10:42:22.296033
Analysis finished	2023-07-08 10:42:33.553392
Duration	11.26 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Date
Categorical

HIGH CARDINALITY UNIFORM UNIQUE

Distinct	188
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

2020-01-22	1
2020-05-30	1
2020-05-21	1
2020-05-22	1
2020-05-23	1
Other values (183)	183

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	1880
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	188 ?
Unique (%)	100.0%

Sample

1st row	2020-01-22
2nd row	2020-01-23
3rd row	2020-01-24
4th row	2020-01-25
5th row	2020-01-26

Common Values

Value	Count	Frequency (%)
2020-01-22	1	0.5%
2020-05-30	1	0.5%
2020-05-21	1	0.5%
2020-05-22	1	0.5%
2020-05-23	1	0.5%
2020-05-24	1	0.5%
2020-05-25	1	0.5%
2020-05-26	1	0.5%
2020-05-27	1	0.5%
2020-05-28	1	0.5%
Other values (178)	178	94.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2020-01-22	1	0.5%
2020-02-01	1	0.5%
2020-02-12	1	0.5%
2020-01-24	1	0.5%
2020-01-25	1	0.5%
2020-01-26	1	0.5%
2020-01-27	1	0.5%
2020-01-28	1	0.5%
2020-01-29	1	0.5%
2020-01-30	1	0.5%
Other values (178)	178	94.7%

Most occurring characters

Value	Count	Frequency (%)
0	635	33.8%
2	490	26.1%
-	376	20.0%
1	91	4.8%
3	58	3.1%
5	50	2.7%
4	49	2.6%
6	49	2.6%
7	46	2.4%
8	18	1.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1504	80.0%
Dash Punctuation	376	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	635	42.2%
2	490	32.6%
1	91	6.1%
3	58	3.9%
5	50	3.3%
4	49	3.3%
6	49	3.3%
7	46	3.1%
8	18	1.2%
9	18	1.2%

Dash Punctuation

Value	Count	Frequency (%)
-	376	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1880	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	635	33.8%
2	490	26.1%
-	376	20.0%
1	91	4.8%
3	58	3.1%
5	50	2.7%
4	49	2.6%
6	49	2.6%
7	46	2.4%
8	18	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1880	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	635	33.8%
2	490	26.1%
-	376	20.0%
1	91	4.8%
3	58	3.1%
5	50	2.7%
4	49	2.6%
6	49	2.6%
7	46	2.4%
8	18	1.0%

Confirmed
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	188
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4406960

Minimum	555
Maximum	16480485
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	555
5-th percentile	10665.85
Q1	112191
median	2848733
Q3	7422045.5
95-th percentile	14209026
Maximum	16480485
Range	16479930
Interquartile range (IQR)	7309854.5

Descriptive statistics

Standard deviation	4757988.3
Coefficient of variation (CV)	1.0796532
Kurtosis	-0.284262
Mean	4406960
Median Absolute Deviation (MAD)	2770604.5
Skewness	0.92806972
Sum	8.2850848 × 10⁸
Variance	2.2638453 × 10¹³
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
555	1	0.5%
6077978	1	0.5%
5110064	1	0.5%
5216964	1	0.5%
5322253	1	0.5%
5417579	1	0.5%
5504542	1	0.5%
5597064	1	0.5%
5699664	1	0.5%
5818978	1	0.5%
Other values (178)	178	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
555	1	0.5%
654	1	0.5%
941	1	0.5%
1434	1	0.5%
2118	1	0.5%
2927	1	0.5%
5578	1	0.5%
6166	1	0.5%
8234	1	0.5%
9927	1	0.5%

Value	Count	Frequency (%)
16480485	1	0.5%
16251796	1	0.5%
16047190	1	0.5%
15791645	1	0.5%
15510481	1	0.5%
15227725	1	0.5%
14947078	1	0.5%
14713623	1	0.5%
14506845	1	0.5%
14292198	1	0.5%

Deaths
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	188
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	230770.76

Minimum	17
Maximum	654036
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	17
5-th percentile	229.1
Q1	3935
median	204190
Q3	418634.5
95-th percentile	600160.55
Maximum	654036
Range	654019
Interquartile range (IQR)	414699.5

Descriptive statistics

Standard deviation	217929.09
Coefficient of variation (CV)	0.94435315
Kurtosis	-1.311584
Mean	230770.76
Median Absolute Deviation (MAD)	200792
Skewness	0.37859407
Sum	43384903
Variance	4.749309 × 10¹⁰
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	1	0.5%
370718	1	0.5%
334112	1	0.5%
339396	1	0.5%
343385	1	0.5%
346525	1	0.5%
347703	1	0.5%
351906	1	0.5%
357119	1	0.5%
361820	1	0.5%
Other values (178)	178	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17	1	0.5%
18	1	0.5%
26	1	0.5%
42	1	0.5%
56	1	0.5%
82	1	0.5%
131	1	0.5%
133	1	0.5%
171	1	0.5%
213	1	0.5%

Value	Count	Frequency (%)
654036	1	0.5%
648621	1	0.5%
644517	1	0.5%
639650	1	0.5%
633506	1	0.5%
623540	1	0.5%
616557	1	0.5%
610319	1	0.5%
606159	1	0.5%
602130	1	0.5%

Recovered
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	188
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2066001.2

Minimum	28
Maximum	9468087
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	28
5-th percentile	240.7
Q1	60441.25
median	784784
Q3	3416395.8
95-th percentile	7891773.5
Maximum	9468087
Range	9468059
Interquartile range (IQR)	3355954.5

Descriptive statistics

Standard deviation	2627976.4
Coefficient of variation (CV)	1.2720111
Kurtosis	0.45482146
Mean	2066001.2
Median Absolute Deviation (MAD)	780718.5
Skewness	1.2664063
Sum	3.8840823 × 10⁸
Variance	6.9062599 × 10¹²
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	1	0.5%
2509981	1	0.5%
1900768	1	0.5%
2008541	1	0.5%
2062802	1	0.5%
2117555	1	0.5%
2180605	1	0.5%
2235118	1	0.5%
2297613	1	0.5%
2363746	1	0.5%
Other values (178)	178	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28	1	0.5%
30	1	0.5%
36	1	0.5%
39	1	0.5%
52	1	0.5%
61	1	0.5%
107	1	0.5%
125	1	0.5%
141	1	0.5%
219	1	0.5%

Value	Count	Frequency (%)
9468087	1	0.5%
9293464	1	0.5%
9158743	1	0.5%
8939705	1	0.5%
8710969	1	0.5%
8541255	1	0.5%
8364986	1	0.5%
8190777	1	0.5%
8032235	1	0.5%
7944550	1	0.5%

Active
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	188
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2110188

Minimum	510
Maximum	6358362
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	510
5-th percentile	10196.05
Q1	58641.75
median	1859759
Q3	3587015.2
95-th percentile	5717091.7
Maximum	6358362
Range	6357852
Interquartile range (IQR)	3528373.5

Descriptive statistics

Standard deviation	1969670.4
Coefficient of variation (CV)	0.93340992
Kurtosis	-1.0021928
Mean	2110188
Median Absolute Deviation (MAD)	1800910
Skewness	0.50420736
Sum	3.9671535 × 10⁸
Variance	3.8796017 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
510	1	0.5%
3197279	1	0.5%
2875184	1	0.5%
2869027	1	0.5%
2916066	1	0.5%
2953499	1	0.5%
2976234	1	0.5%
3010040	1	0.5%
3044932	1	0.5%
3093412	1	0.5%
Other values (178)	178	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
510	1	0.5%
606	1	0.5%
879	1	0.5%
1353	1	0.5%
2010	1	0.5%
2784	1	0.5%
5340	1	0.5%
5908	1	0.5%
7922	1	0.5%
9495	1	0.5%

Value	Count	Frequency (%)
6358362	1	0.5%
6309711	1	0.5%
6243930	1	0.5%
6212290	1	0.5%
6166006	1	0.5%
6062930	1	0.5%
5965535	1	0.5%
5912527	1	0.5%
5868451	1	0.5%
5745518	1	0.5%

New cases
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	188
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87771.021

Minimum	0
Maximum	282756
Zeros	1
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	648.25
Q1	5568.5
median	81114
Q3	131502.5
95-th percentile	230271.85
Maximum	282756
Range	282756
Interquartile range (IQR)	125934

Descriptive statistics

Standard deviation	75295.293
Coefficient of variation (CV)	0.85786051
Kurtosis	-0.4123708
Mean	87771.021
Median Absolute Deviation (MAD)	61133.5
Skewness	0.62712651
Sum	16500952
Variance	5.6693812 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	0.5%
137833	1	0.5%
106438	1	0.5%
106900	1	0.5%
105289	1	0.5%
95326	1	0.5%
87335	1	0.5%
92742	1	0.5%
102600	1	0.5%
119314	1	0.5%
Other values (178)	178	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.5%
99	1	0.5%
287	1	0.5%
323	1	0.5%
421	1	0.5%
493	1	0.5%
547	1	0.5%
564	1	0.5%
588	1	0.5%
629	1	0.5%

Value	Count	Frequency (%)
282756	1	0.5%
281164	1	0.5%
280647	1	0.5%
255545	1	0.5%
252544	1	0.5%
242038	1	0.5%
237635	1	0.5%
233565	1	0.5%
232577	1	0.5%
231122	1	0.5%

New deaths
Real number (ℝ)

Distinct	185
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3478.8245

Minimum	0
Maximum	9966
Zeros	1
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	30.2
Q1	250.75
median	4116
Q3	5346
95-th percentile	6887.15
Maximum	9966
Range	9966
Interquartile range (IQR)	5095.25

Descriptive statistics

Standard deviation	2537.7357
Coefficient of variation (CV)	0.7294808
Kurtosis	-1.1664463
Mean	3478.8245
Median Absolute Deviation (MAD)	1740
Skewness	-0.12616544
Sum	654019
Variance	6440102.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5311	2	1.1%
3473	2	1.1%
100	2	1.1%
4885	1	0.5%
5284	1	0.5%
3989	1	0.5%
3140	1	0.5%
1178	1	0.5%
4203	1	0.5%
5213	1	0.5%
Other values (175)	175	93.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.5%
1	1	0.5%
2	1	0.5%
4	1	0.5%
5	1	0.5%
8	1	0.5%
10	1	0.5%
14	1	0.5%
16	1	0.5%
26	1	0.5%

Value	Count	Frequency (%)
9966	1	0.5%
8890	1	0.5%
8312	1	0.5%
7902	1	0.5%
7629	1	0.5%
7283	1	0.5%
7272	1	0.5%
7157	1	0.5%
6983	1	0.5%
6898	1	0.5%

New recovered
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	188
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50362.016

Minimum	0
Maximum	284394
Zeros	1
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	67.6
Q1	2488.25
median	30991.5
Q3	79706.25
95-th percentile	159114.65
Maximum	284394
Range	284394
Interquartile range (IQR)	77218

Descriptive statistics

Standard deviation	56090.892
Coefficient of variation (CV)	1.1137539
Kurtosis	1.4714015
Mean	50362.016
Median Absolute Deviation (MAD)	29331.5
Skewness	1.3038237
Sum	9468059
Variance	3.1461882 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	0.5%
69854	1	0.5%
50327	1	0.5%
107773	1	0.5%
54261	1	0.5%
54753	1	0.5%
63050	1	0.5%
54513	1	0.5%
62495	1	0.5%
66133	1	0.5%
Other values (178)	178	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.5%
2	1	0.5%
3	1	0.5%
6	1	0.5%
9	1	0.5%
13	1	0.5%
16	1	0.5%
18	1	0.5%
46	1	0.5%
62	1	0.5%

Value	Count	Frequency (%)
284394	1	0.5%
228736	1	0.5%
219038	1	0.5%
195433	1	0.5%
176269	1	0.5%
174623	1	0.5%
174209	1	0.5%
169714	1	0.5%
159519	1	0.5%
159423	1	0.5%

Deaths / 100 Cases
Real number (ℝ)

Distinct	162
Distinct (%)	86.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.8606383

Minimum	2.04
Maximum	7.18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	2.04
5-th percentile	2.1635
Q1	3.51
median	4.85
Q3	6.2975
95-th percentile	7.11
Maximum	7.18
Range	5.14
Interquartile range (IQR)	2.7875

Descriptive statistics

Standard deviation	1.5795409
Coefficient of variation (CV)	0.32496573
Kurtosis	-1.149222
Mean	4.8606383
Median Absolute Deviation (MAD)	1.41
Skewness	-0.14454005
Sum	913.8
Variance	2.4949493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.43	4	2.1%
7.18	3	1.6%
3.44	3	1.6%
7.05	3	1.6%
7.16	2	1.1%
4.48	2	1.1%
3.41	2	1.1%
6.88	2	1.1%
4.34	2	1.1%
5.28	2	1.1%
Other values (152)	163	86.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.04	1	0.5%
2.06	2	1.1%
2.08	1	0.5%
2.09	1	0.5%
2.14	1	0.5%
2.15	2	1.1%
2.16	2	1.1%
2.17	1	0.5%
2.26	1	0.5%
2.28	2	1.1%

Value	Count	Frequency (%)
7.18	3	1.6%
7.16	2	1.1%
7.15	1	0.5%
7.14	2	1.1%
7.13	1	0.5%
7.11	2	1.1%
7.09	1	0.5%
7.07	1	0.5%
7.05	3	1.6%
7.04	1	0.5%

Recovered / 100 Cases
Real number (ℝ)

Distinct	185
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.343936

Minimum	1.71
Maximum	57.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	1.71
5-th percentile	3.18
Q1	22.785
median	35.68
Q3	48.945
95-th percentile	55.422
Maximum	57.45
Range	55.74
Interquartile range (IQR)	26.16

Descriptive statistics

Standard deviation	16.206159
Coefficient of variation (CV)	0.47187831
Kurtosis	-0.8430659
Mean	34.343936
Median Absolute Deviation (MAD)	13.205
Skewness	-0.43128346
Sum	6456.66
Variance	262.63957
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53.59	2	1.1%
20.03	2	1.1%
28.1	2	1.1%
5.05	1	0.5%
41.3	1	0.5%
38.76	1	0.5%
39.09	1	0.5%
39.61	1	0.5%
39.93	1	0.5%
40.31	1	0.5%
Other values (175)	175	93.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.71	1	0.5%
1.92	1	0.5%
2.03	1	0.5%
2.08	1	0.5%
2.21	1	0.5%
2.33	1	0.5%
2.46	1	0.5%
2.72	1	0.5%
2.73	1	0.5%
3.04	1	0.5%

Value	Count	Frequency (%)
57.45	1	0.5%
57.18	1	0.5%
57.07	1	0.5%
56.61	1	0.5%
56.16	1	0.5%
56.09	1	0.5%
55.96	1	0.5%
55.67	1	0.5%
55.59	1	0.5%
55.45	1	0.5%

Deaths / 100 Recovered
Real number (ℝ)

Distinct	182
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.104521

Minimum	6.26
Maximum	134.43
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	6.26
5-th percentile	6.98
Q1	9.65
median	15.38
Q3	25.3425
95-th percentile	71.6285
Maximum	134.43
Range	128.17
Interquartile range (IQR)	15.6925

Descriptive statistics

Standard deviation	22.568307
Coefficient of variation (CV)	1.0209815
Kurtosis	9.7956168
Mean	22.104521
Median Absolute Deviation (MAD)	7.105
Skewness	3.0422628
Sum	4155.65
Variance	509.32848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.23	2	1.1%
107.69	2	1.1%
28.76	2	1.1%
11.98	2	1.1%
6.98	2	1.1%
27.28	2	1.1%
60.71	1	0.5%
15.02	1	0.5%
16.65	1	0.5%
16.36	1	0.5%
Other values (172)	172	91.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.26	1	0.5%
6.36	1	0.5%
6.4	1	0.5%
6.43	1	0.5%
6.54	1	0.5%
6.55	1	0.5%
6.76	1	0.5%
6.78	1	0.5%
6.91	1	0.5%
6.98	2	1.1%

Value	Count	Frequency (%)
134.43	1	0.5%
122.43	1	0.5%
121.28	1	0.5%
107.69	2	1.1%
106.4	1	0.5%
97.26	1	0.5%
92.17	1	0.5%
78.87	1	0.5%
72.22	1	0.5%
70.53	1	0.5%

No. of countries
Real number (ℝ)

Distinct	56
Distinct (%)	29.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	144.35106

Minimum	6
Maximum	187
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	6
5-th percentile	24.35
Q1	101.25
median	184
Q3	187
95-th percentile	187
Maximum	187
Range	181
Interquartile range (IQR)	85.75

Descriptive statistics

Standard deviation	65.175979
Coefficient of variation (CV)	0.45151021
Kurtosis	-0.49893616
Mean	144.35106
Median Absolute Deviation (MAD)	3
Skewness	-1.138638
Sum	27138
Variance	4247.9082
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
187	76	40.4%
184	20	10.6%
186	13	6.9%
26	10	5.3%
27	5	2.7%
183	4	2.1%
25	3	1.6%
176	3	1.6%
180	3	1.6%
179	2	1.1%
Other values (46)	49	26.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	0.5%
8	1	0.5%
9	1	0.5%
11	1	0.5%
13	1	0.5%
16	2	1.1%
18	1	0.5%
20	1	0.5%
24	1	0.5%
25	3	1.6%

Value	Count	Frequency (%)
187	76	40.4%
186	13	6.9%
184	20	10.6%
183	4	2.1%
182	1	0.5%
180	3	1.6%
179	2	1.1%
177	1	0.5%
176	3	1.6%
175	1	0.5%

Auto

Heatmap
Table

	Confirmed	Deaths	Recovered	Active	New cases	New deaths	New recovered	Deaths / 100 Cases	Recovered / 100 Cases	Deaths / 100 Recovered	No. of countries
Confirmed	1.000	1.000	1.000	0.994	0.970	0.656	0.983	0.492	0.761	-0.493	0.966
Deaths	1.000	1.000	1.000	0.994	0.970	0.656	0.983	0.492	0.761	-0.493	0.966
Recovered	1.000	1.000	1.000	0.994	0.970	0.656	0.983	0.492	0.761	-0.493	0.966
Active	0.994	0.994	0.994	1.000	0.967	0.657	0.977	0.486	0.721	-0.463	0.960
New cases	0.970	0.970	0.970	0.967	1.000	0.704	0.957	0.468	0.687	-0.399	0.937
New deaths	0.656	0.656	0.656	0.657	0.704	1.000	0.668	0.732	0.267	0.018	0.645
New recovered	0.983	0.983	0.983	0.977	0.957	0.668	1.000	0.495	0.743	-0.480	0.954
Deaths / 100 Cases	0.492	0.492	0.492	0.486	0.468	0.732	0.495	1.000	0.091	0.206	0.601
Recovered / 100 Cases	0.761	0.761	0.761	0.721	0.687	0.267	0.743	0.091	1.000	-0.909	0.694
Deaths / 100 Recovered	-0.493	-0.493	-0.493	-0.463	-0.399	0.018	-0.480	0.206	-0.909	1.000	-0.410
No. of countries	0.966	0.966	0.966	0.960	0.937	0.645	0.954	0.601	0.694	-0.410	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Date	Confirmed	Deaths	Recovered	Active	New cases	New deaths	New recovered	Deaths / 100 Cases	Recovered / 100 Cases	Deaths / 100 Recovered	No. of countries
0	2020-01-22	555	17	28	510	0	0	0	3.06	5.05	60.71	6
1	2020-01-23	654	18	30	606	99	1	2	2.75	4.59	60.00	8
2	2020-01-24	941	26	36	879	287	8	6	2.76	3.83	72.22	9
3	2020-01-25	1434	42	39	1353	493	16	3	2.93	2.72	107.69	11
4	2020-01-26	2118	56	52	2010	684	14	13	2.64	2.46	107.69	13
5	2020-01-27	2927	82	61	2784	809	26	9	2.80	2.08	134.43	16
6	2020-01-28	5578	131	107	5340	2651	49	46	2.35	1.92	122.43	16
7	2020-01-29	6166	133	125	5908	588	2	18	2.16	2.03	106.40	18
8	2020-01-30	8234	171	141	7922	2068	38	16	2.08	1.71	121.28	20
9	2020-01-31	9927	213	219	9495	1693	42	78	2.15	2.21	97.26	24

	Date	Confirmed	Deaths	Recovered	Active	New cases	New deaths	New recovered	Deaths / 100 Cases	Recovered / 100 Cases	Deaths / 100 Recovered	No. of countries
178	2020-07-18	14292198	602130	7944550	5745518	237635	5627	150790	4.21	55.59	7.58	187
179	2020-07-19	14506845	606159	8032235	5868451	214647	4029	87685	4.18	55.37	7.55	187
180	2020-07-20	14713623	610319	8190777	5912527	206778	4160	158542	4.15	55.67	7.45	187
181	2020-07-21	14947078	616557	8364986	5965535	233565	6238	174209	4.12	55.96	7.37	187
182	2020-07-22	15227725	623540	8541255	6062930	280647	6983	176269	4.09	56.09	7.30	187
183	2020-07-23	15510481	633506	8710969	6166006	282756	9966	169714	4.08	56.16	7.27	187
184	2020-07-24	15791645	639650	8939705	6212290	281164	6144	228736	4.05	56.61	7.16	187
185	2020-07-25	16047190	644517	9158743	6243930	255545	4867	219038	4.02	57.07	7.04	187
186	2020-07-26	16251796	648621	9293464	6309711	204606	4104	134721	3.99	57.18	6.98	187
187	2020-07-27	16480485	654036	9468087	6358362	228693	5415	174623	3.97	57.45	6.91	187

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample